The weight of the world, or at least the weight of the city, pressed down on Mr. Peterson as he took the subway home. The same route, the same stale air, the same faces. The life he had dreamed of years ago felt like a lifetime away. A small gift sat on his kitchen counter when he arrived. It was a well-worn leather-bound journal, with a single bookmark inside. Inside the cover, a single sentence: "Write your own story, Mr. Peterson." It was signed by a student named Liam. He ran a hand through his hair and dropped his bag.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263